Technology
Decorate3D: Text-Driven High-Quality Texture Generation for Mesh Decoration in the Wild
This paper presents Decorate3D, a versatile and user-friendly method for the creation and editing of 3D objects using images.
Adaptive Cross-Modal Few-shot Learning
Chen Xing, Negar Rostamzadeh, Boris Oreshkin, Pedro O. O. Pinheiro
Neural Information Processing Systems http://nips.cc/
d790c9e6c0b5e02c87b375e782ac01bc-AuthorFeedback.pdf
Inourscenario,weassume24 the label of each support set is also given (eg, images of cat and the semantic label'cat'). We found this a realistic25 assumption. On the contrary, AM3 is model-28 agnostic toanymetric-based FSLmethods, asdescribed inthepaper. As pointed by R1 and R3, the proposed approach can potentially44 be used inmanydifferent cross-modal FSL settings involving visual and semantic information.
state-of-the-art is a recent 0.401
In the last few years, the ability to effectively summarize data has gained importance due to the advent of massive datasets in many fields.
LCA: Loss Change Allocation for Neural Network Training
Janice Lan, Rosanne Liu, Hattie Zhou, Jason Yosinski
This rich view shows which parameters are responsible for decreasing or increasing the loss during training, orwhich parameters "help" or"hurt" the network'slearning, respectively.
d77f00766fd3be3f2189c843a6af3fb2-AuthorFeedback.pdf
This part was poorly presented; we have updated the text[Update B]. To15 measure training instead of training confounded with issues of memorization vs. generalization, we use thetrain16 gradients instead ofval. Observations like the last layer hurting are also more surprising on train vs. val. We use17 full-batchgradients for analysis instead of single mini-batch gradient to measure learning in as noise-free a way as18 possible. First order was only mentioned as an example to illustrate the concept.22
Are lasers the future of anti-drone warfare?
Are lasers the future of anti-drone warfare? A drone appears on the grainy, gray-scaled image of the thermal camera. This is the type of drone used by groups such as Hezbollah, Hamas and the Yemeni Houthis. Seconds later, the wing of the drone snaps off, sending it tumbling down, exploding when it hits the ground. This is a video shared by the Israeli Ministry of Defence and arms producer Rafael, a hint towards the future of anti-drone warfare.
Supplementary: Pick-a-Pic: An Open Dataset of User Preferences for Text-to-Image Generation Anonymous Author(s) Affiliation Address email Appendix 1 Training a Scoring Function
We further explored an alternative loss function that is closer to CLIP's original objective.
Pick-a-Pic: An Open Dataset of User Preferences for Text-to-Image Generation
The ability to collect a large dataset of human preferences from text-to-image users is usually limited to companies, making such datasets inaccessible to the public. To address this issue, we create a web app that enables text-to-image users to generate images and specify their preferences. Using this web app we build Pick-a-Pic, a large, open dataset of text-to-image prompts and real users'
Bias Correction of Learned Generative Models using Likelihood-Free Importance Weighting
Aditya Grover, Jiaming Song, Ashish Kapoor, Kenneth Tran, Alekh Agarwal, Eric J. Horvitz, Stefano Ermon
IS (( 11.095.20 0.008 Default (nodebiasing) 5.1658.70